<?xml version="1.0" encoding="utf-8"?><feed xmlns="http://www.w3.org/2005/Atom" ><generator uri="https://jekyllrb.com/" version="4.3.2">Jekyll</generator><link href="https://lab.cjhuang.com/feed.xml" rel="self" type="application/atom+xml" /><link href="https://lab.cjhuang.com/" rel="alternate" type="text/html" /><updated>2026-09-29T15:06:09+00:00</updated><id>https://lab.cjhuang.com/feed.xml</id><title type="html">VDI Lab</title><subtitle>Clinical AI and quantitative imaging research across burn care, rhinoplasty, craniofacial and microsurgical reconstruction at Chang Gung Memorial Hospital, Linkou.</subtitle><entry><title type="html">NSTC funds orthognathic bad-split prediction project</title><link href="https://lab.cjhuang.com/2026/09/15/nstc-orthognathic.html" rel="alternate" type="text/html" title="NSTC funds orthognathic bad-split prediction project" /><published>2026-09-15T00:00:00+00:00</published><updated>2026-09-29T15:05:30+00:00</updated><id>https://lab.cjhuang.com/2026/09/15/nstc-orthognathic</id><content type="html" xml:base="https://lab.cjhuang.com/2026/09/15/nstc-orthognathic.html"><![CDATA[<p>Taiwan’s National Science and Technology Council (NSTC) has funded our project on predicting unfavorable fractures (bad splits) in orthognathic surgery, with Dr. Huang as co-investigator.</p>]]></content><author><name>chih-jung-huang</name></author><category term="craniofacial" /><category term="funding" /><summary type="html"><![CDATA[Taiwan’s National Science and Technology Council (NSTC) has funded our project on predicting unfavorable fractures (bad splits) in orthognathic surgery, with Dr. Huang as co-investigator.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://lab.cjhuang.com/images/tiles/orthognathic.svg" /><media:content medium="image" url="https://lab.cjhuang.com/images/tiles/orthognathic.svg" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Public flap circulation demo released</title><link href="https://lab.cjhuang.com/2026/06/07/flap-prediction-demo.html" rel="alternate" type="text/html" title="Public flap circulation demo released" /><published>2026-06-07T00:00:00+00:00</published><updated>2026-09-29T15:05:30+00:00</updated><id>https://lab.cjhuang.com/2026/06/07/flap-prediction-demo</id><content type="html" xml:base="https://lab.cjhuang.com/2026/06/07/flap-prediction-demo.html"><![CDATA[<p>A second public demo classifies free-flap circulation from a photograph of the flap region, available on <a href="https://huggingface.co/spaces/CJRonald/flap-prediction-demo">Hugging Face Spaces</a>.
An earlier version was retired after we found data leakage across patients; the current model is trained and evaluated with patient-level splits.</p>]]></content><author><name>chih-jung-huang</name></author><category term="microsurgery" /><category term="demo" /><summary type="html"><![CDATA[A second public demo classifies free-flap circulation from a photograph of the flap region, available on Hugging Face Spaces. An earlier version was retired after we found data leakage across patients; the current model is trained and evaluated with patient-level splits.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://lab.cjhuang.com/images/tiles/flap.svg" /><media:content medium="image" url="https://lab.cjhuang.com/images/tiles/flap.svg" xmlns:media="http://search.yahoo.com/mrss/" /></entry><entry><title type="html">Public burn segmentation demo released</title><link href="https://lab.cjhuang.com/2026/06/06/burn-segmentation-demo.html" rel="alternate" type="text/html" title="Public burn segmentation demo released" /><published>2026-06-06T00:00:00+00:00</published><updated>2026-09-29T15:05:30+00:00</updated><id>https://lab.cjhuang.com/2026/06/06/burn-segmentation-demo</id><content type="html" xml:base="https://lab.cjhuang.com/2026/06/06/burn-segmentation-demo.html"><![CDATA[<p>Our burn wound segmentation model is now available as a public demo on <a href="https://huggingface.co/spaces/CJRonald/burn-segmentation-demo">Hugging Face Spaces</a>.
Upload a photograph to see the wound outlined by the model. The demo is a research prototype and is not intended for clinical use.</p>]]></content><author><name>chih-jung-huang</name></author><category term="burn" /><category term="segmentation" /><category term="demo" /><summary type="html"><![CDATA[Our burn wound segmentation model is now available as a public demo on Hugging Face Spaces. Upload a photograph to see the wound outlined by the model. The demo is a research prototype and is not intended for clinical use.]]></summary><media:thumbnail xmlns:media="http://search.yahoo.com/mrss/" url="https://lab.cjhuang.com/images/tiles/burn-segmentation.svg" /><media:content medium="image" url="https://lab.cjhuang.com/images/tiles/burn-segmentation.svg" xmlns:media="http://search.yahoo.com/mrss/" /></entry></feed>